**Pranav Dange**

Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 ... 2/28/21 3/1/21 3/2/21 3/3/21 3/4/21 3/5/21 3/6/21 3/7/21 3/8/21 3/9/21
0 NaN Afghanistan 33.93911 67.709953 0 0 0 0 0 0 ... 2443 2444 2446 2446 2446 2449 2449 2449 2451 2451
1 NaN Albania 41.15330 20.168300 0 0 0 0 0 0 ... 1796 1816 1835 1856 1876 1897 1918 1939 1956 1969
2 NaN Algeria 28.03390 1.659600 0 0 0 0 0 0 ... 2983 2987 2991 2996 3002 3007 3010 3013 3018 3022
3 NaN Andorra 42.50630 1.521800 0 0 0 0 0 0 ... 110 110 110 112 112 112 112 112 112 112
4 NaN Angola -11.20270 17.873900 0 0 0 0 0 0 ... 508 508 510 510 511 511 512 514 515 516
5 NaN Antigua and Barbuda 17.06080 -61.796400 0 0 0 0 0 0 ... 14 14 14 19 21 21 21 21 21 22
6 NaN Argentina -38.41610 -63.616700 0 0 0 0 0 0 ... 51965 52077 52192 52453 52644 52784 52870 52880 53121 53252
7 NaN Armenia 40.06910 45.038200 0 0 0 0 0 0 ... 3192 3195 3200 3202 3208 3215 3219 3221 3225 3232
8 Australian Capital Territory Australia -35.47350 149.012400 0 0 0 0 0 0 ... 3 3 3 3 3 3 3 3 3 3
9 New South Wales Australia -33.86880 151.209300 0 0 0 0 0 0 ... 54 54 54 54 54 54 54 54 54 54

10 rows × 417 columns

Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 ... 2/28/21 3/1/21 3/2/21 3/3/21 3/4/21 3/5/21 3/6/21 3/7/21 3/8/21 3/9/21
0 NaN Afghanistan 33.93911 67.709953 0 0 0 0 0 0 ... 55714 55733 55759 55770 55775 55827 55840 55847 55876 55876
1 NaN Albania 41.15330 20.168300 0 0 0 0 0 0 ... 107167 107931 108823 109674 110521 111301 112078 112897 113580 114209
2 NaN Algeria 28.03390 1.659600 0 0 0 0 0 0 ... 113092 113255 113430 113593 113761 113948 114104 114234 114382 114543
3 NaN Andorra 42.50630 1.521800 0 0 0 0 0 0 ... 10866 10889 10908 10948 10976 10998 11019 11042 11069 11089
4 NaN Angola -11.20270 17.873900 0 0 0 0 0 0 ... 20807 20854 20882 20923 20981 21026 21055 21086 21108 21114

5 rows × 417 columns

Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 ... 2/28/21 3/1/21 3/2/21 3/3/21 3/4/21 3/5/21 3/6/21 3/7/21 3/8/21 3/9/21
0 NaN Afghanistan 33.93911 67.709953 0 0 0 0 0 0 ... 49333 49344 49347 49359 49362 49362 49369 49378 49402 49409
1 NaN Albania 41.15330 20.168300 0 0 0 0 0 0 ... 69773 70413 71173 72076 72853 73610 74352 75190 75887 76784
2 NaN Algeria 28.03390 1.659600 0 0 0 0 0 0 ... 78098 78234 78377 78524 78672 78824 78946 79064 79187 79319
3 NaN Andorra 42.50630 1.521800 0 0 0 0 0 0 ... 10446 10475 10501 10560 10564 10584 10599 10626 10661 10685
4 NaN Angola -11.20270 17.873900 0 0 0 0 0 0 ... 19322 19400 19410 19509 19553 19624 19640 19647 19657 19677

5 rows × 417 columns

Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 1/29/20 ... 2/28/21 3/1/21 3/2/21 3/3/21 3/4/21 3/5/21 3/6/21 3/7/21 3/8/21 3/9/21
count 259.000000 259.000000 259.000000 259.000000 259.000000 259.000000 259.000000 259.000000 259.000000 259.000000 ... 2.590000e+02 2.590000e+02 2.590000e+02 2.590000e+02 2.590000e+02 2.590000e+02 2.590000e+02 2.590000e+02 2.590000e+02 2.590000e+02
mean 19.102739 28.495821 0.115830 0.123552 0.150579 0.162162 0.216216 0.250965 0.416988 0.490347 ... 2.487199e+05 2.495497e+05 2.505926e+05 2.514784e+05 2.524447e+05 2.533187e+05 2.542318e+05 2.551520e+05 2.562120e+05 2.572245e+05
std 24.640880 70.936043 1.743788 1.747697 1.940118 2.005022 2.641273 2.839838 5.005023 5.505010 ... 9.830249e+05 9.861209e+05 9.899560e+05 9.928190e+05 9.962596e+05 9.991093e+05 1.001900e+06 1.005128e+06 1.009698e+06 1.013200e+06
min -51.796300 -178.116500 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 ... 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
25% 4.715658 -8.826999 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 ... 8.095000e+02 8.095000e+02 8.095000e+02 8.095000e+02 8.095000e+02 8.095000e+02 8.095000e+02 8.095000e+02 8.095000e+02 8.095000e+02
50% 19.856270 24.603200 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 ... 8.406000e+03 8.413000e+03 8.426000e+03 8.439000e+03 8.450000e+03 8.456000e+03 8.464000e+03 8.469000e+03 8.473000e+03 8.487000e+03
75% 39.018950 90.394950 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 ... 1.319695e+05 1.321660e+05 1.324985e+05 1.328205e+05 1.332625e+05 1.334725e+05 1.337125e+05 1.343540e+05 1.347615e+05 1.351970e+05
max 71.706900 178.065000 28.000000 28.000000 31.000000 32.000000 42.000000 45.000000 80.000000 88.000000 ... 1.078645e+07 1.079892e+07 1.081204e+07 1.082608e+07 1.083989e+07 1.085413e+07 1.086852e+07 1.088280e+07 1.089939e+07 1.092005e+07

8 rows × 415 columns

Country_Region Last_Update Lat Long_ Confirmed Deaths Recovered Active Incident_Rate People_Tested People_Hospitalized Mortality_Rate UID ISO3
0 Afghanistan 2021-03-10 11:23:13 33.93911 67.709953 55894.0 2451.0 49499.0 3944.0 143.581767 NaN NaN 4.385086 4 AFG
1 Albania 2021-03-10 11:23:13 41.15330 20.168300 114209.0 1969.0 76784.0 35456.0 3968.621864 NaN NaN 1.724032 8 ALB
2 Algeria 2021-03-10 11:23:13 28.03390 1.659600 114543.0 3022.0 79319.0 32202.0 261.209294 NaN NaN 2.638311 12 DZA
3 Andorra 2021-03-10 11:23:13 42.50630 1.521800 11089.0 112.0 10685.0 292.0 14351.905779 NaN NaN 1.010010 20 AND
4 Angola 2021-03-10 11:23:13 -11.20270 17.873900 21114.0 516.0 19677.0 921.0 64.242159 NaN NaN 2.443876 24 AGO
country Last_Update Lat Long_ Confirmed Deaths Recovered Active Incident_Rate People_Tested People_Hospitalized Mortality_Rate UID ISO3
0 Afghanistan 2021-03-10 11:23:13 33.93911 67.709953 55894.0 2451.0 49499.0 3944.0 143.581767 NaN NaN 4.385086 4 AFG
1 Albania 2021-03-10 11:23:13 41.15330 20.168300 114209.0 1969.0 76784.0 35456.0 3968.621864 NaN NaN 1.724032 8 ALB
2 Algeria 2021-03-10 11:23:13 28.03390 1.659600 114543.0 3022.0 79319.0 32202.0 261.209294 NaN NaN 2.638311 12 DZA
3 Andorra 2021-03-10 11:23:13 42.50630 1.521800 11089.0 112.0 10685.0 292.0 14351.905779 NaN NaN 1.010010 20 AND
4 Angola 2021-03-10 11:23:13 -11.20270 17.873900 21114.0 516.0 19677.0 921.0 64.242159 NaN NaN 2.443876 24 AGO 
117644542
2612176
66679837
19783893
country Last_Update Lat Long_ Confirmed Deaths Recovered Active Incident_Rate People_Tested People_Hospitalized Mortality_Rate UID ISO3
178 US 2021-03-10 11:23:13 40.000000 -100.000000 29096370.000000 527705.000000 nan nan 8831.364999 nan nan 1.813645 840 USA
79 India 2021-03-10 11:23:13 20.593684 78.962880 11262707.000000 158063.000000 10920046.000000 184598.000000 816.135595 nan nan 1.403419 356 IND
23 Brazil 2021-03-10 11:23:13 -14.235000 -51.925300 11122429.000000 268370.000000 9878566.000000 975493.000000 5232.621342 nan nan 2.412872 76 BRA
142 Russia 2021-03-10 11:23:13 61.524000 105.318800 4302726.000000 88773.000000 3901134.000000 312819.000000 2948.396150 nan nan 2.063180 643 RUS
182 United Kingdom 2021-03-10 11:23:13 55.000000 -3.000000 4241858.000000 125032.000000 11868.000000 4104958.000000 6248.501532 nan nan 2.947576 826 GBR
62 France 2021-03-10 11:23:13 46.227600 2.213700 3992759.000000 89455.000000 274331.000000 3629002.000000 6116.966711 nan nan 2.240431 250 FRA
162 Spain 2021-03-10 11:23:13 40.463667 -3.749220 3164982.000000 71727.000000 150376.000000 2942879.000000 6769.322403 nan nan 2.266269 724 ESP
85 Italy 2021-03-10 11:23:13 41.871900 12.567400 3101093.000000 100479.000000 2521731.000000 478883.000000 5129.009662 nan nan 3.240116 380 ITA
177 Turkey 2021-03-10 11:23:13 38.963700 35.243300 2807387.000000 29160.000000 2640669.000000 137558.000000 3328.691080 nan nan 1.038688 792 TUR
66 Germany 2021-03-10 11:23:13 51.165691 10.451526 2524256.000000 72536.000000 2331890.000000 119830.000000 3012.815880 nan nan 2.873560 276 DEU
37 Colombia 2021-03-10 11:23:13 4.570900 -74.297300 2282372.000000 60676.000000 2183635.000000 38061.000000 4485.539774 nan nan 2.658462 170 COL
6 Argentina 2021-03-10 11:23:13 -38.416100 -63.616700 2162001.000000 53252.000000 1956591.000000 152158.000000 4783.634984 nan nan 2.463089 32 ARG
114 Mexico 2021-03-10 11:23:13 23.634500 -102.552800 2137884.000000 191789.000000 1681336.000000 264759.000000 1672.936659 nan nan 8.970973 484 MEX
138 Poland 2021-03-10 11:23:13 51.919400 19.145100 1828313.000000 45997.000000 1507905.000000 274411.000000 4830.850746 nan nan 2.515816 616 POL
81 Iran 2021-03-10 11:23:13 32.427908 53.688046 1706559.000000 60867.000000 1456759.000000 188933.000000 2031.788310 nan nan 3.566651 364 IRN
160 South Africa 2021-03-10 11:23:13 -30.559500 22.937500 1522697.000000 50906.000000 1444282.000000 27509.000000 2567.409599 nan nan 3.343147 710 ZAF
180 Ukraine 2021-03-10 11:23:13 48.379400 31.165600 1465265.000000 28925.000000 1249309.000000 187031.000000 3350.420896 nan nan 1.974046 804 UKR
80 Indonesia 2021-03-10 11:23:13 -0.789300 113.921300 1398578.000000 37932.000000 1216433.000000 144213.000000 511.318911 nan nan 2.712183 360 IDN
136 Peru 2021-03-10 11:23:13 -9.190000 -75.015200 1380023.000000 48163.000000 1288067.000000 43793.000000 4185.458709 nan nan 3.490014 604 PER
46 Czechia 2021-03-10 11:23:13 49.817500 15.473000 1351195.000000 22385.000000 1164998.000000 163812.000000 12617.399114 nan nan 1.656682 203 CZE
−10123456−101234
plotly-logomark
20
USIndiaBrazilRussiaUnited KingdomFranceSpainItalyTurkeyGermanyColombiaArgentinaMexicoPolandIranSouth AfricaUkraineIndonesiaPeruCzechia05M10M15M20M25M30M35M
countryUSIndiaBrazilRussiaUnited KingdomFranceSpainItalyTurkeyGermanyColombiaArgentinaMexicoPolandIranSouth AfricaUkraineIndonesiaPeruCzechia20 Worst hit countriescountryConfirmed Cases
plotly-logomark
−10123456−101234
plotly-logomark
USIndiaBrazilRussiaUnited KingdomFranceSpainItaly05M10M15M20M25M30M
Top 8 Countries - Confirmed casescountryConfirmed
plotly-logomark
USIndiaBrazilRussiaUnited KingdomFranceSpainItaly0100k200k300k400k500k
Top 8 Countries - DeathscountryDeaths
plotly-logomark
USIndiaBrazilRussiaUnited KingdomFranceSpainItaly02M4M6M8M10M
Top 8 Countries - Recovered CasescountryRecovered
plotly-logomark
Index(['state', 'country', 'Lat', 'Long', '1/22/20', '1/23/20', '1/24/20',
       '1/25/20', '1/26/20', '1/27/20',
       ...
       '2/28/21', '3/1/21', '3/2/21', '3/3/21', '3/4/21', '3/5/21', '3/6/21',
       '3/7/21', '3/8/21', '3/9/21'],
      dtype='object', length=417)
Index(['state', 'country', 'Lat', 'Long', '1/22/20', '1/23/20', '1/24/20',
       '1/25/20', '1/26/20', '1/27/20',
       ...
       '2/28/21', '3/1/21', '3/2/21', '3/3/21', '3/4/21', '3/5/21', '3/6/21',
       '3/7/21', '3/8/21', '3/9/21'],
      dtype='object', length=417)
Index(['state', 'country', 'Lat', 'Long', '1/22/20', '1/23/20', '1/24/20',
       '1/25/20', '1/26/20', '1/27/20',
       ...
       '2/28/21', '3/1/21', '3/2/21', '3/3/21', '3/4/21', '3/5/21', '3/6/21',
       '3/7/21', '3/8/21', '3/9/21'],
      dtype='object', length=417)
117557794
2610184
117557807

MAE: 7793076.198382464
MSE: 78178532830879.94
[[ 1.25151877e+07 -4.76549318e+05  6.33808777e+03 -3.33307375e+01
   8.82039658e-02 -8.17240325e-05]]

0.9994807262436223